Abstract
Microbes in ecosystems often develop coordinated metabolic interactions. Therefore, understanding metabolic interdependencies between microbes is critical to deciphering ecosystem function. In this study, we sought to deconstruct metabolic interdependencies in organohalide-respiring consortium ACT-3 containing Dehalobacter restrictus using a combination of metabolic modeling and experimental validation. D. restrictus possesses a complete set of genes for amino acid biosynthesis yet when grown in isolation requires amino acid supplementation. We reconciled this discrepancy using flux balance analysis considering cofactor availability, enzyme promiscuity, and shared protein expression patterns for several D. restrictus strains. Experimentally, 13C incorporation assays, growth assays, and metabolite analysis of D. restrictus strain PER-K23 cultures were performed to validate the model predictions. The model resolved that the amino acid dependency of D. restrictus resulted from restricted NADPH regeneration and predicted that malate supplementation would replenish intracellular NADPH. Interestingly, we observed unexpected export of pyruvate and glutamate in parallel to malate consumption in strain PER-K23 cultures. Further experimental analysis using the ACT-3 transfer cultures suggested the occurrence of an interspecies malate–pyruvate shuttle reconciling a redox imbalance, reminiscent of the mitochondrial malate shunt pathway in eukaryotic cells. Altogether, this study suggests that redox imbalance and metabolic complementarity are important driving forces for metabolite exchange in anaerobic microbial communities.
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References
Dolfing J. Syntrophy in microbial fuel cells. ISME J. 2013;8:4.
Embree M, Liu JK, Al-Bassam MM, Zengler K. Networks of energetic and metabolic interactions define dynamics in microbial communities. Proc Natl Acad Sci. 2015;112:15450–5.
Mee MT, Collins JJ, Church GM, Wang HH. Syntrophic exchange in synthetic microbial communities. Proc Natl Acad Sci. 2014;111:E2149–56.
Zhao M, Xue K, Wang F, Liu S, Bai S, Sun B, et al. Microbial mediation of biogeochemical cycles revealed by simulation of global changes with soil transplant and cropping. ISME J. 2014;8:2045–55.
Faust K, Raes J. Microbial interactions: from networks to models. Nat Rev Microbiol. 2012;10:538.
Seth EC, Taga ME. Nutrient cross-feeding in the microbial world. Front Microbiol. 2014;5:350.
Cardona C, Weisenhorn P, Henry C, Gilbert JA. Network-based metabolic analysis and microbial community modeling. Curr Opin Microbiol. 2016;31:124–31.
Mori M, Ponce-de-León M, Peretó J, Montero F. Metabolic complementation in bacterial communities: necessary conditions and optimality. Front Microbiol. 2016;7:1553.
Wintermute EH, Silver PA. Emergent cooperation in microbial metabolism. Mol Syst Biol. 2010;6:407–407.
McCutcheon JP, Moran NA. Extreme genome reduction in symbiotic bacteria. Nat Rev Microbiol. 2012;10:13.
Wade W. Unculturable bacteria—the uncharacterized organisms that cause oral infections. J R Soc Med. 2002;95:81–83.
Manor O, Levy R, Borenstein E. Mapping the inner workings of the microbiome: genomic- and metagenomic-based study of metabolism and metabolic interactions in the human microbiome. Cell Metab. 2014;20:742–52.
Roling WF, van Bodegom PM. Toward quantitative understanding on microbial community structure and functioning: a modeling-centered approach using degradation of marine oil spills as example. Front Microbiol. 2014;5:125.
Tan J, Zuniga C, Zengler K. Unraveling interactions in microbial communities - from co-cultures to microbiomes. J Microbiol. 2015;53:295–305.
Magnúsdóttir S, Thiele I. Modeling metabolism of the human gut microbiome. Curr Opin Biotechnol. 2018;51:90–96.
Zhuang K, Izallalen M, Mouser P, Richter H, Risso C, Mahadevan R, et al. Genome-scale dynamic modeling of the competition between Rhodoferax and Geobacter in anoxic subsurface environments. ISME J. 2011;5:305.
Suthers PF, Zomorrodi A, Maranas CD. Genome‐scale gene/reaction essentiality and synthetic lethality analysis. Mol Syst Biol. 2009;5:301.
Amador-Noguez D, Feng X-J, Fan J, Roquet N, Rabitz H, Rabinowitz JD. Systems-level metabolic flux profiling elucidates a complete, bifurcated tricarboxylic acid cycle in Clostridium acetobutylicum. J Bacteriol. 2010;192:4452–61.
McInerney MJ, Sieber JR, Gunsalus RP. Syntrophy in anaerobic global carbon cycles. Curr Opin Biotechnol. 2009;20:623–32.
Sieber JR, McInerney MJ, Gunsalus RP. Genomic insights into syntrophy: the paradigm for anaerobic metabolic cooperation. Annu Rev Microbiol. 2012;66:429–52.
Adrian L, Loeffler FE. Organohalide-respiring bacteria, vol. 85. Berlin, Heidelberg, Germany: Springer; 2016.
Duhamel M, Edwards EA. Growth and yields of dechlorinators, acetogens, and methanogens during reductive dechlorination of chlorinated ethenes and dihaloelimination of 1,2-dichloroethane. Environ Sci Technol. 2007;41:2303–10.
Holliger C, Hahn D, Harmsen H, Ludwig W, Schumacher W, Tindall B, et al. Dehalobacter restrictus gen. nov. and sp. nov., a strictly anaerobic bacterium that reductively dechlorinates tetra- and trichloroethene in an anaerobic respiration. Arch Microbiol. 1998;169:313–21.
Justicia-Leon SD, Ritalahti KM, Mack EE, Löffler FE. Dichloromethane fermentation by a Dehalobacter sp. in an enrichment culture derived from pristine river sediment. Appl Environ Microbiol. 2012;78:1288–91.
Tang S, Wang PH, Higgins S, Löffler F, Edwards EA. Sister Dehalobacter genomes reveal specialization in organohalide respiration and recent strain differentiation likely driven by chlorinated substrates. Front Microbiol. 2016 https://doi.org/10.3389/fmicb201600100.
van Doesburg W, van Eekert MH, Middeldorp PJ, Balk M, Schraa G, Stams AJ. Reductive dechlorination of beta-hexachlorocyclohexane (beta-HCH) by a Dehalobacter species in coculture with a Sedimentibacter sp. FEMS Microbiol Ecol. 2005;54:87–95.
Wang S, Zhang W, Yang KL, He J. Isolation and characterization of a novel Dehalobacter species strain TCP1 that reductively dechlorinates 2,4,6-trichlorophenol. Biodegradation. 2014;25:313–23.
Wong YK, Holland SI, Ertan H, Manefield M, Lee M. Isolation and characterization of Dehalobacter sp. strain UNSWDHB capable of chloroform and chlorinated ethane respiration. Environ Microbiol. 2016 https://doi.org/10.1111/1462-292013287.
Yoshida N, Ye L, Baba D, Katayama A. A novel Dehalobacter species is involved in extensive 4,5,6,7-tetrachlorophthalide dechlorination. Appl Environ Microbiol. 2009;75:2400–5.
Wang PH, Tang S, Nemr K, Flick R, Yan J, Mahadevan R, et al. Refined experimental annotation reveals conserved corrinoid autotrophy in chloroform-respiring Dehalobacter isolates. ISME J. 2016;11:626–40.
Tang S, Edwards EA. Complete genome sequence of Bacteroidales strain CF from a chloroform-dechlorinating enrichment culture. Genome Announc. 2013a;1:e01066–13.
Maphosa F, van Passel MW, de Vos WM, Smidt H. Metagenome analysis reveals yet unexplored reductive dechlorinating potential of Dehalobacter sp. E1 growing in co-culture with Sedimentibacter sp. Environ Microbiol Rep. 2012;4:604–16.
Correia K, Ho H, Mahadevan R (2018). Genome-scale metabolic network reconstruction of the chloroform-respiring Dehalobacter restrictusstrain CF. bioRxiv. https://doi.org/10.1101/375063
Jugder BE, Ertan H, Wong YK, Braidy N, Manefield M, Marquis CP, et al. Genomic, transcriptomic and proteomic analyses of Dehalobacter UNSWDHB in response to chloroform. Environ Microbiol Rep. 2016;8:814–24.
Rupakula A, Kruse T, Boeren S, Holliger C, Smidt H, Maillard J. The restricted metabolism of the obligate organohalide respiring bacterium Dehalobacter restrictus: lessons from tiered functional genomics. Philos Trans R Soc Lond B Biol Sci. 2013;368:20120325.
Rupakula A, Lu Y, Kruse T, Boeren S, Holliger C, Smidt H, et al. Functional genomics of corrinoid starvation in the organohalide-respiring bacterium Dehalobacter restrictus strain PER-K23. Front Microbiol. 2015;5:751.
Tang S, Edwards EA. Identification of Dehalobacter reductive dehalogenases that catalyse dechlorination of chloroform, 1,1,1-trichloroethane and 1,1-dichloroethane. Philos Trans R Soc Lond B Biol Sci. 2013b;368:20120318.
Ebrahim A, Lerman JA, Palsson BO, Hyduke DR. COBRApy: constraints-based reconstruction and analysis for python. BMC Syst Biol. 2013;7:74.
Grostern A, Edwards EA. A 1,1,1-trichloroethane-degrading anaerobic mixed microbial culture enhances biotransformation of mixtures of chlorinated ethenes and ethanes. Appl Environ Microbiol. 2006;72:7849–56.
Grostern A, Duhamel M, Dworatzek S, Edwards EA. Chloroform respiration to dichloromethane by a Dehalobacter population. Environ Microbiol. 2010;12:1053–60.
Puentes Jácome LA, Edwards EA. A switch of chlorinated substrate causes emergence of a previously undetected native Dehalobacter population in an established Dehalococcoides-dominated chloroethene-dechlorinating enrichment culture. FEMS Microbiol Ecol. 2017;93:fix141.
Chen Y-L, Fu H-Y, Lee T-H, Shih C-J, Huang L, Wang Y-S, et al. Identification of estrogen degradation pathway and estrogen degraders in an activated sludge. Appl Environ Microbiol. 2018 https://doi.org/10.1128/AEM.00001-18.
Zhuang W-Q, Yi S, Bill M, Brisson VL, Feng X, Men Y, et al. Incomplete Wood–Ljungdahl pathway facilitates one-carbon metabolism in organohalide-respiring Dehalococcoides mccartyi. Proc Natl Acad Sci. 2014;111:6419–24.
Hug LA, Baker BJ, Anantharaman K, Brown CT, Probst AJ, Castelle CJ, et al. A new view of the tree of life. Nat Microbiol. 2016;1:16048.
Talavera G, Castresana J. Improvement of phylogenies after removing divergent and ambiguously aligned blocks from protein sequence alignments. Syst Biol. 2007;56:564–77.
Guindon S, Dufayard J-F, Lefort V, Anisimova M, Hordijk W, Gascuel O. New algorithms and methods to estimate maximum-likelihood phylogenies: assessing the performance of PhyML 3.0. Syst Biol. 2010;59:307–21.
Fischer S, Brunk BP, Chen F, Gao X, Harb OS, Iodice JB, et al. Using OrthoMCL to assign proteins to OrthoMCL‐DB groups or to cluster proteomes into new ortholog groups. Curr Protoc Bioinforma. 2011;6.12:11–16.12. 19.
Zdobnov EM, Tegenfeldt F, Kuznetsov D, Waterhouse RM, Simao FA, Ioannidis P, et al. OrthoDBv9. 1: cataloging evolutionary and functional annotations for animal, fungal, plant, archaeal, bacterial and viral orthologs. Nucleic Acids Res. 2016;45:744–9.
He Z, Zhang H, Gao S, Lercher MJ, Chen W-H, Hu S. Evolviewv2: an online visualization and management tool for customized and annotated phylogenetic trees. Nucleic Acids Res. 2016;44:W236–41.
Kuznetsova E, Proudfoot M, Gonzalez CF, Brown G, Omelchenko MV, Borozan I, et al. Genome-wide analysis of substrate specificities of the Escherichia coli haloacid dehalogenase-like phosphatase family. J Biol Chem. 2006;281:36149–61.
Greenberg DM, Ichihara A. Further studies on the pathway of serine formation from carbohydrate. J Biol Chem. 1957;224:331–40.
Lam H, Winkler ME. Metabolic relationships between pyridoxine (vitamin B6) and serine biosynthesis in Escherichia coli K-12. J Bacteriol. 1990;172:6518–28.
Grundy FJ, Henkin TΜ. In: Sonenshein AL, Hoch JA, Losick R (eds.) Chapter 18: Synthesis of serine, glycine, cysteine, and methionine. In Bacillus subtilis and its closest relatives. Washington, DC: ASM Press, 2002; p. 245–54.
Fan J, Ye J, Kamphorst JJ, Shlomi T, Thompson CB, Rabinowitz JD. Quantitative flux analysis reveals folate-dependent NADPH production. Nature. 2014;510:298.
Tedeschi PM, Markert EK, Gounder M, Lin H, Dvorzhinski D, Dolfi S, et al. Contribution of serine, folate and glycine metabolism to the ATP, NADPH and purine requirements of cancer cells. Cell Death Dis. 2013;4:e877.
Dauner M, Sauer U. Stoichiometric growth model for riboflavin‐producing Bacillus subtilis. Biotechnol Bioeng. 2001;76:132–43.
Holliger C, Schraa G, Stams A, Zehnder A. A highly purified enrichment culture couples the reductive dechlorination of tetrachloroethene to growth. Appl Environ Microbiol. 1993;59:2991–7.
Cunin R, Glansdorff N, Pierard A, Stalon V. Biosynthesis and metabolism of arginine in bacteria. Microbiol Rev. 1986;50:314.
Imachi H, Sakai S, Kubota T, Miyazaki M, Saito Y, Takai K. Sedimentibacter acidaminivorans sp. nov., an anaerobic, amino-acid-utilizing bacterium isolated from marine subsurface sediment. Int J Syst Evol Microbiol. 2016;66:1293–300.
Tang S, Gong Y, Edwards EA. Semi-automatic in silico gap closure enabled de novo assembly of two dehalobacter genomes from metagenomic data. PLoS One. 2012;7:e52038.
Ding C, Zhao S, He J. A Desulfitobacterium sp. strain PR reductively dechlorinates both 1,1,1-trichloroethane and chloroform. Environ Microbiol. 2014;16:3387–97.
Galushko AS, Schink B. Oxidation of acetate through reactions of the citric acid cycle by Geobacter sulfurreducens in pure culture and in syntrophic coculture. Arch Microbiol. 2000;174:314–21.
Sung Y, Fletcher KE, Ritalahti KM, Apkarian RP, Ramos-Hernandez N, Sanford RA, et al. Geobacter lovleyi sp. nov. strain SZ, a novel metal-reducing and tetrachloroethene-dechlorinating bacterium. Appl Environ Microbiol. 2006;72:2775–82.
Peng X, Yamamoto S, Vertès AA, Keresztes G, Inatomi K-i, Inui M, et al. Global transcriptome analysis of the tetrachloroethene-dechlorinating bacterium Desulfitobacterium hafniense Y51 in the presence of various electron donors and terminal electron acceptors. J Ind Microbiol Biotechnol. 2012;39:255–68.
Heimann AC, Batstone DJ, Jakobsen R. Methanosarcina spp. drive vinyl chloride dechlorination via interspecies hydrogen transfer. Appl Environ Microbiol. 2006;72:2942–9.
Macy J, Probst I, Gottschalk G. Evidence for cytochrome involvement in fumarate reduction and adenosine 5’-triphosphate synthesis by Bacteroides fragilis grown in the presence of hemin. J Bacteriol. 1975;123:436–42.
Macy JM, Ljungdahl LG, Gottschalk G. Pathway of succinate and propionate formation in Bacteroides fragilis. J Bacteriol. 1978;134:84–91.
Miller T. The pathway of formation of acetate and succinate from pyruvate by Bacteroides succinogenes. Arch Microbiol. 1978;117:145–52.
Chen M, Wolin MJ. Influence of heme and vitamin B12 on growth and fermentations of Bacteroides species. J Bacteriol. 1981;145:466–71.
Trchounian K, Trchounian A. Escherichia coli hydrogenase 4 (hyf) and hydrogenase 2 (hyb) contribution in H2 production during mixed carbon (glucose and glycerol) fermentation at pH 7.5 and pH 5.5. Int J Hydrog Energy. 2013;38:3921–9.
Ketchum MA, Olafson KN, Petrova EV, Rimer JD, Vekilov PG. Hematin crystallization from aqueous and organic solvents. J Chem Phys. 2013;139:09B611_611.
Voordouw G, Vies SM, Themmen AP. Why are two different types of pyridine nucleotide transhydrogenase found in living organisms? FEBS J. 1983;131:527–33.
Madej MG, Nasiri HR, Hilgendorff NS, Schwalbe H, Unden G, Lancaster CRD. Experimental evidence for proton motive force-dependent catalysis by the diheme-containing succinate: menaquinone oxidoreductase from the Gram-positive bacterium Bacillus licheniformis. Biochemistry. 2006;45:15049–55.
Liu YQ, Jetton TL, Leahy JL. β-Cell adaptation to insulin resistance increased pyruvate carboxylase and malate-pyruvate shuttle activity in islets of nondisbetic zucker fatty rats. J Biol Chem. 2002;277:39163–8.
MacDonald MJ. Feasibility of a mitochondrial pyruvate malate shuttle in pancreatic islets further implication of cytosolic NADPH in insulin secretion. J Biol Chem. 1995;270:20051–8.
Searcy DG. Metabolic integration during the evolutionary origin of mitochondria. Cell Res. 2003;13:229.
Flamholz A, Noor E, Bar-Even A, Milo R. eQuilibrator—the biochemical thermodynamics calculator. Nucleic Acids Res. 2011;40:770–5.
Acknowledgments
Support was provided by the Government of Ontario through Genome Ontario SPARK Research Grant. We also acknowledge the BioZone Mass Spectrometry facility for UPLC-ESI-HRMS analyses. We are grateful to the gift of active Dehalobacter restrictus strain PER-K23 culture from Prof. Frank Löffler in University of Tennessee (Knoxville, USA).
Author contributions
E.A.E., R.M., and P.H.W. conceptualized this study. C.H. and K.C. re-constructed the Dehalobacter model. K.C. performed the Flux Balance Analysis. P.H.W. performed the experiments. K.N. performed the organic acid analysis. R.F. performed the LC–MS analysis. P.H.W. and N.V. proposed the mechanism of interspecies malate–pyruvate shuttle. E.A.E., R.M., and P.H.W. wrote this paper with helps from all the authors. All the authors participated in data analysis and discussion.
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Wang, PH., Correia, K., Ho, HC. et al. An interspecies malate–pyruvate shuttle reconciles redox imbalance in an anaerobic microbial community. ISME J 13, 1042–1055 (2019). https://doi.org/10.1038/s41396-018-0333-4
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DOI: https://doi.org/10.1038/s41396-018-0333-4
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